Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 227 |
| Missing cells | 110 |
| Missing cells (%) | 2.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 35.6 KiB |
| Average record size in memory | 160.6 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 18 |
Country has a high cardinality: 227 distinct values | High cardinality |
Net migration has 3 (1.3%) missing values | Missing |
Infant mortality (per 1000 births) has 3 (1.3%) missing values | Missing |
Literacy (%) has 18 (7.9%) missing values | Missing |
Phones (per 1000) has 4 (1.8%) missing values | Missing |
Climate has 22 (9.7%) missing values | Missing |
Birthrate has 3 (1.3%) missing values | Missing |
Deathrate has 4 (1.8%) missing values | Missing |
Agriculture has 15 (6.6%) missing values | Missing |
Industry has 16 (7.0%) missing values | Missing |
Service has 15 (6.6%) missing values | Missing |
Country is uniformly distributed | Uniform |
Country has unique values | Unique |
Population has unique values | Unique |
Coastline (coast/area ratio) has 44 (19.4%) zeros | Zeros |
Net migration has 62 (27.3%) zeros | Zeros |
Arable (%) has 9 (4.0%) zeros | Zeros |
Crops (%) has 28 (12.3%) zeros | Zeros |
Reproduction
| Analysis started | 2021-03-01 02:42:37.191611 |
|---|---|
| Analysis finished | 2021-03-01 02:44:24.758821 |
| Duration | 1 minute and 47.57 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
| Distinct | 227 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 KiB |
| Mauritania | 1 |
|---|---|
| El Salvador | 1 |
| Bhutan | 1 |
| Austria | 1 |
| Poland | 1 |
| Other values (222) |
Length
| Max length | 33 |
|---|---|
| Median length | 9 |
| Mean length | 9.925110132 |
| Min length | 5 |
Characters and Unicode
| Total characters | 2253 |
|---|---|
| Distinct characters | 57 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 227 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Albania |
| 3rd row | Algeria |
| 4th row | American Samoa |
| 5th row | Andorra |
| Value | Count | Frequency (%) |
| Mauritania | 1 | 0.4% |
| El Salvador | 1 | 0.4% |
| Bhutan | 1 | 0.4% |
| Austria | 1 | 0.4% |
| Poland | 1 | 0.4% |
| Argentina | 1 | 0.4% |
| Georgia | 1 | 0.4% |
| New Zealand | 1 | 0.4% |
| Cuba | 1 | 0.4% |
| India | 1 | 0.4% |
| Other values (217) | 217 |
| Value | Count | Frequency (%) |
| 7 | 2.3% | |
| islands | 7 | 2.3% |
| the | 4 | 1.3% |
| saint | 4 | 1.3% |
| new | 3 | 1.0% |
| guinea | 3 | 1.0% |
| united | 3 | 1.0% |
| and | 2 | 0.6% |
| congo | 2 | 0.6% |
| st | 2 | 0.6% |
| Other values (262) | 272 |
Most occurring characters
| Value | Count | Frequency (%) |
| 309 | ||
| a | 294 | |
| i | 167 | 7.4% |
| n | 158 | 7.0% |
| e | 146 | 6.5% |
| r | 115 | 5.1% |
| o | 101 | 4.5% |
| u | 79 | 3.5% |
| t | 77 | 3.4% |
| s | 75 | 3.3% |
| Other values (47) | 732 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1623 | |
| Space Separator | 309 | 13.7% |
| Uppercase Letter | 297 | 13.2% |
| Other Punctuation | 23 | 1.0% |
| Dash Punctuation | 1 | < 0.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| a | 294 | |
| i | 167 | |
| n | 158 | |
| e | 146 | |
| r | 115 | 7.1% |
| o | 101 | 6.2% |
| u | 79 | 4.9% |
| t | 77 | 4.7% |
| s | 75 | 4.6% |
| l | 75 | 4.6% |
| Other values (16) | 336 |
| Value | Count | Frequency (%) |
| S | 34 | 11.4% |
| M | 25 | 8.4% |
| B | 23 | 7.7% |
| C | 22 | 7.4% |
| G | 21 | 7.1% |
| A | 19 | 6.4% |
| I | 19 | 6.4% |
| T | 17 | 5.7% |
| N | 15 | 5.1% |
| P | 13 | 4.4% |
| Other values (15) | 89 |
| Value | Count | Frequency (%) |
| . | 8 | |
| & | 7 | |
| , | 7 | |
| ' | 1 | 4.3% |
| Value | Count | Frequency (%) |
| 309 |
| Value | Count | Frequency (%) |
| - | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1920 | |
| Common | 333 | 14.8% |
Most frequent character per script
| Value | Count | Frequency (%) |
| a | 294 | |
| i | 167 | 8.7% |
| n | 158 | 8.2% |
| e | 146 | 7.6% |
| r | 115 | 6.0% |
| o | 101 | 5.3% |
| u | 79 | 4.1% |
| t | 77 | 4.0% |
| s | 75 | 3.9% |
| l | 75 | 3.9% |
| Other values (41) | 633 |
| Value | Count | Frequency (%) |
| 309 | ||
| . | 8 | 2.4% |
| & | 7 | 2.1% |
| , | 7 | 2.1% |
| ' | 1 | 0.3% |
| - | 1 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2253 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 309 | ||
| a | 294 | |
| i | 167 | 7.4% |
| n | 158 | 7.0% |
| e | 146 | 6.5% |
| r | 115 | 5.1% |
| o | 101 | 4.5% |
| u | 79 | 3.5% |
| t | 77 | 3.4% |
| s | 75 | 3.3% |
| Other values (47) | 732 |
Region
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 KiB |
| SUB-SAHARAN AFRICA | |
|---|---|
| LATIN AMER. & CARIB | |
| ASIA (EX. NEAR EAST) | |
| WESTERN EUROPE | |
| OCEANIA | |
| Other values (6) |
Length
| Max length | 35 |
|---|---|
| Median length | 35 |
| Mean length | 31.08810573 |
| Min length | 20 |
Characters and Unicode
| Total characters | 7057 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ASIA (EX. NEAR EAST) |
|---|---|
| 2nd row | EASTERN EUROPE |
| 3rd row | NORTHERN AFRICA |
| 4th row | OCEANIA |
| 5th row | WESTERN EUROPE |
| Value | Count | Frequency (%) |
| SUB-SAHARAN AFRICA | 51 | |
| LATIN AMER. & CARIB | 45 | |
| ASIA (EX. NEAR EAST) | 28 | |
| WESTERN EUROPE | 28 | |
| OCEANIA | 21 | |
| NEAR EAST | 16 | 7.0% |
| C.W. OF IND. STATES | 12 | 5.3% |
| EASTERN EUROPE | 12 | 5.3% |
| NORTHERN AFRICA | 6 | 2.6% |
| NORTHERN AMERICA | 5 | 2.2% |
| Value | Count | Frequency (%) |
| africa | 57 | 9.5% |
| sub-saharan | 51 | 8.5% |
| latin | 45 | 7.5% |
| amer | 45 | 7.5% |
| 45 | 7.5% | |
| carib | 45 | 7.5% |
| east | 44 | 7.3% |
| near | 44 | 7.3% |
| europe | 40 | 6.7% |
| ex | 28 | 4.7% |
| Other values (11) | 156 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3827 | ||
| A | 625 | 8.9% |
| E | 370 | 5.2% |
| R | 349 | 4.9% |
| S | 241 | 3.4% |
| N | 235 | 3.3% |
| I | 216 | 3.1% |
| T | 167 | 2.4% |
| C | 143 | 2.0% |
| . | 109 | 1.5% |
| Other values (15) | 775 | 11.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Space Separator | 3827 | |
| Uppercase Letter | 2969 | |
| Other Punctuation | 154 | 2.2% |
| Dash Punctuation | 51 | 0.7% |
| Open Punctuation | 28 | 0.4% |
| Close Punctuation | 28 | 0.4% |
Most frequent character per category
| Value | Count | Frequency (%) |
| A | 625 | |
| E | 370 | |
| R | 349 | |
| S | 241 | 8.1% |
| N | 235 | 7.9% |
| I | 216 | 7.3% |
| T | 167 | 5.6% |
| C | 143 | 4.8% |
| B | 99 | 3.3% |
| U | 91 | 3.1% |
| Other values (9) | 433 |
| Value | Count | Frequency (%) |
| . | 109 | |
| & | 45 |
| Value | Count | Frequency (%) |
| 3827 |
| Value | Count | Frequency (%) |
| ( | 28 |
| Value | Count | Frequency (%) |
| ) | 28 |
| Value | Count | Frequency (%) |
| - | 51 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4088 | |
| Latin | 2969 |
Most frequent character per script
| Value | Count | Frequency (%) |
| A | 625 | |
| E | 370 | |
| R | 349 | |
| S | 241 | 8.1% |
| N | 235 | 7.9% |
| I | 216 | 7.3% |
| T | 167 | 5.6% |
| C | 143 | 4.8% |
| B | 99 | 3.3% |
| U | 91 | 3.1% |
| Other values (9) | 433 |
| Value | Count | Frequency (%) |
| 3827 | ||
| . | 109 | 2.7% |
| - | 51 | 1.2% |
| & | 45 | 1.1% |
| ( | 28 | 0.7% |
| ) | 28 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7057 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 3827 | ||
| A | 625 | 8.9% |
| E | 370 | 5.2% |
| R | 349 | 4.9% |
| S | 241 | 3.4% |
| N | 235 | 3.3% |
| I | 216 | 3.1% |
| T | 167 | 2.4% |
| C | 143 | 2.0% |
| . | 109 | 1.5% |
| Other values (15) | 775 | 11.0% |
| Distinct | 227 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28740284.37 |
|---|---|
| Minimum | 7026 |
| Maximum | 1313973713 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 7026 |
|---|---|
| 5-th percentile | 28324.9 |
| Q1 | 437624 |
| median | 4786994 |
| Q3 | 17497772.5 |
| 95-th percentile | 87948963.7 |
| Maximum | 1313973713 |
| Range | 1313966687 |
| Interquartile range (IQR) | 17060148.5 |
Descriptive statistics
| Standard deviation | 117891326.5 |
|---|---|
| Coefficient of variation (CV) | 4.101954074 |
| Kurtosis | 91.80568199 |
| Mean | 28740284.37 |
| Median Absolute Deviation (MAD) | 4695910 |
| Skewness | 9.200223032 |
| Sum | 6524044551 |
| Variance | 1.389836487 × 1016 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 4303356 | 1 | 0.4% |
| 13902972 | 1 | 0.4% |
| 11987121 | 1 | 0.4% |
| 48846823 | 1 | 0.4% |
| 33241259 | 1 | 0.4% |
| 39921833 | 1 | 0.4% |
| 452776 | 1 | 0.4% |
| 38536869 | 1 | 0.4% |
| 7862944 | 1 | 0.4% |
| 5548702 | 1 | 0.4% |
| Other values (217) | 217 |
| Value | Count | Frequency (%) |
| 7026 | 1 | |
| 7502 | 1 | |
| 9439 | 1 | |
| 11810 | 1 | |
| 13287 | 1 |
| Value | Count | Frequency (%) |
| 1313973713 | 1 | |
| 1095351995 | 1 | |
| 298444215 | 1 | |
| 245452739 | 1 | |
| 188078227 | 1 |
Area (sq. mi.)
Real number (ℝ≥0)
| Distinct | 226 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 598226.9559 |
|---|---|
| Minimum | 2 |
| Maximum | 17075200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 155.1 |
| Q1 | 4647.5 |
| median | 86600 |
| Q3 | 441811 |
| 95-th percentile | 2291612.8 |
| Maximum | 17075200 |
| Range | 17075198 |
| Interquartile range (IQR) | 437163.5 |
Descriptive statistics
| Standard deviation | 1790282.244 |
|---|---|
| Coefficient of variation (CV) | 2.992647232 |
| Kurtosis | 41.76486359 |
| Mean | 598226.9559 |
| Median Absolute Deviation (MAD) | 86240 |
| Skewness | 5.964245 |
| Sum | 135797519 |
| Variance | 3.205110512 × 1012 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 102 | 2 | 0.9% |
| 431 | 1 | 0.4% |
| 15007 | 1 | 0.4% |
| 27830 | 1 | 0.4% |
| 693 | 1 | 0.4% |
| 82880 | 1 | 0.4% |
| 131940 | 1 | 0.4% |
| 65200 | 1 | 0.4% |
| 301230 | 1 | 0.4% |
| 11437 | 1 | 0.4% |
| Other values (216) | 216 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 7 | 1 | |
| 21 | 1 | |
| 26 | 1 | |
| 28 | 1 |
| Value | Count | Frequency (%) |
| 17075200 | 1 | |
| 9984670 | 1 | |
| 9631420 | 1 | |
| 9596960 | 1 | |
| 8511965 | 1 |
Pop. Density (per sq. mi.)
Real number (ℝ≥0)
| Distinct | 219 |
|---|---|
| Distinct (%) | 96.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 379.0471366 |
|---|---|
| Minimum | 0 |
| Maximum | 16271.5 |
| Zeros | 1 |
| Zeros (%) | 0.4% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.46 |
| Q1 | 29.15 |
| median | 78.8 |
| Q3 | 190.15 |
| 95-th percentile | 822.58 |
| Maximum | 16271.5 |
| Range | 16271.5 |
| Interquartile range (IQR) | 161 |
Descriptive statistics
| Standard deviation | 1660.185825 |
|---|---|
| Coefficient of variation (CV) | 4.379892801 |
| Kurtosis | 74.22464222 |
| Mean | 379.0471366 |
| Median Absolute Deviation (MAD) | 59.4 |
| Skewness | 8.284885541 |
| Sum | 86043.7 |
| Variance | 2756216.972 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.8 | 2 | 0.9% |
| 49.6 | 2 | 0.9% |
| 97.7 | 2 | 0.9% |
| 372.5 | 2 | 0.9% |
| 66.6 | 2 | 0.9% |
| 77.4 | 2 | 0.9% |
| 69.8 | 2 | 0.9% |
| 2.7 | 2 | 0.9% |
| 337.4 | 1 | 0.4% |
| 8.4 | 1 | 0.4% |
| Other values (209) | 209 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 1.8 | 1 | |
| 2.2 | 1 | |
| 2.5 | 1 |
| Value | Count | Frequency (%) |
| 16271.5 | 1 | |
| 16183 | 1 | |
| 6482.2 | 1 | |
| 6355.7 | 1 | |
| 3989.7 | 1 |
| Distinct | 151 |
|---|---|
| Distinct (%) | 66.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.1653304 |
|---|---|
| Minimum | 0 |
| Maximum | 870.66 |
| Zeros | 44 |
| Zeros (%) | 19.4% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.1 |
| median | 0.73 |
| Q3 | 10.345 |
| 95-th percentile | 91.758 |
| Maximum | 870.66 |
| Range | 870.66 |
| Interquartile range (IQR) | 10.245 |
Descriptive statistics
| Standard deviation | 72.28686315 |
|---|---|
| Coefficient of variation (CV) | 3.415343007 |
| Kurtosis | 87.13588882 |
| Mean | 21.1653304 |
| Median Absolute Deviation (MAD) | 0.73 |
| Skewness | 8.221680027 |
| Sum | 4804.53 |
| Variance | 5225.390584 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 44 | 19.4% |
| 0.09 | 4 | 1.8% |
| 0.13 | 4 | 1.8% |
| 0.21 | 3 | 1.3% |
| 0.24 | 3 | 1.3% |
| 0.1 | 3 | 1.3% |
| 0.23 | 3 | 1.3% |
| 0.37 | 3 | 1.3% |
| 0.15 | 3 | 1.3% |
| 0.03 | 2 | 0.9% |
| Other values (141) | 155 |
| Value | Count | Frequency (%) |
| 0 | 44 | |
| 0.01 | 1 | 0.4% |
| 0.03 | 2 | 0.9% |
| 0.04 | 2 | 0.9% |
| 0.05 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 870.66 | 1 | |
| 331.66 | 1 | |
| 310.69 | 1 | |
| 214.67 | 1 | |
| 205 | 1 |
| Distinct | 157 |
|---|---|
| Distinct (%) | 70.1% |
| Missing | 3 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.038125 |
|---|---|
| Minimum | -20.99 |
| Maximum | 23.06 |
| Zeros | 62 |
| Zeros (%) | 27.3% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | -20.99 |
|---|---|
| 5-th percentile | -7.5605 |
| Q1 | -0.9275 |
| median | 0 |
| Q3 | 0.9975 |
| 95-th percentile | 7.6045 |
| Maximum | 23.06 |
| Range | 44.05 |
| Interquartile range (IQR) | 1.925 |
Descriptive statistics
| Standard deviation | 4.889269211 |
|---|---|
| Coefficient of variation (CV) | 128.2431269 |
| Kurtosis | 6.393233327 |
| Mean | 0.038125 |
| Median Absolute Deviation (MAD) | 0.985 |
| Skewness | 0.1274019855 |
| Sum | 8.54 |
| Variance | 23.90495342 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 62 | |
| -0.71 | 2 | 0.9% |
| 4.05 | 2 | 0.9% |
| 2.07 | 2 | 0.9% |
| -0.39 | 2 | 0.9% |
| -0.31 | 2 | 0.9% |
| -0.07 | 2 | 0.9% |
| 5.37 | 1 | 0.4% |
| 6.59 | 1 | 0.4% |
| -5.69 | 1 | 0.4% |
| Other values (147) | 147 | |
| (Missing) | 3 | 1.3% |
| Value | Count | Frequency (%) |
| -20.99 | 1 | |
| -20.71 | 1 | |
| -13.92 | 1 | |
| -13.87 | 1 | |
| -12.07 | 1 |
| Value | Count | Frequency (%) |
| 23.06 | 1 | |
| 18.75 | 1 | |
| 16.29 | 1 | |
| 14.18 | 1 | |
| 11.68 | 1 |
| Distinct | 220 |
|---|---|
| Distinct (%) | 98.2% |
| Missing | 3 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.50696429 |
|---|---|
| Minimum | 2.29 |
| Maximum | 191.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 2.29 |
|---|---|
| 5-th percentile | 4.2795 |
| Q1 | 8.15 |
| median | 21 |
| Q3 | 55.705 |
| 95-th percentile | 102.888 |
| Maximum | 191.19 |
| Range | 188.9 |
| Interquartile range (IQR) | 47.555 |
Descriptive statistics
| Standard deviation | 35.38989877 |
|---|---|
| Coefficient of variation (CV) | 0.9967030267 |
| Kurtosis | 1.869631065 |
| Mean | 35.50696429 |
| Median Absolute Deviation (MAD) | 14.845 |
| Skewness | 1.429943065 |
| Sum | 7953.56 |
| Variance | 1252.444935 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.95 | 3 | 1.3% |
| 12.62 | 2 | 0.9% |
| 4.39 | 2 | 0.9% |
| 7.72 | 1 | 0.4% |
| 24.18 | 1 | 0.4% |
| 73.45 | 1 | 0.4% |
| 8.6 | 1 | 0.4% |
| 121.69 | 1 | 0.4% |
| 12.36 | 1 | 0.4% |
| 85.22 | 1 | 0.4% |
| Other values (210) | 210 | |
| (Missing) | 3 | 1.3% |
| Value | Count | Frequency (%) |
| 2.29 | 1 | |
| 2.77 | 1 | |
| 2.97 | 1 | |
| 3.26 | 1 | |
| 3.31 | 1 |
| Value | Count | Frequency (%) |
| 191.19 | 1 | |
| 163.07 | 1 | |
| 143.64 | 1 | |
| 130.79 | 1 | |
| 128.87 | 1 |
GDP ($ per capita)
Real number (ℝ≥0)
| Distinct | 130 |
|---|---|
| Distinct (%) | 57.5% |
| Missing | 1 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9689.823009 |
|---|---|
| Minimum | 500 |
| Maximum | 55100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 700 |
| Q1 | 1900 |
| median | 5550 |
| Q3 | 15700 |
| 95-th percentile | 29475 |
| Maximum | 55100 |
| Range | 54600 |
| Interquartile range (IQR) | 13800 |
Descriptive statistics
| Standard deviation | 10049.13851 |
|---|---|
| Coefficient of variation (CV) | 1.037081741 |
| Kurtosis | 1.553530991 |
| Mean | 9689.823009 |
| Median Absolute Deviation (MAD) | 4200 |
| Skewness | 1.375923912 |
| Sum | 2189900 |
| Variance | 100985184.9 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 800 | 7 | 3.1% |
| 700 | 6 | 2.6% |
| 1900 | 5 | 2.2% |
| 1800 | 5 | 2.2% |
| 600 | 4 | 1.8% |
| 1300 | 4 | 1.8% |
| 9000 | 4 | 1.8% |
| 1700 | 4 | 1.8% |
| 2200 | 4 | 1.8% |
| 2900 | 4 | 1.8% |
| Other values (120) | 179 |
| Value | Count | Frequency (%) |
| 500 | 3 | |
| 600 | 4 | |
| 700 | 6 | |
| 800 | 7 | |
| 900 | 2 | 0.9% |
| Value | Count | Frequency (%) |
| 55100 | 1 | |
| 37800 | 2 | |
| 36000 | 1 | |
| 35000 | 1 | |
| 34600 | 1 |
| Distinct | 140 |
|---|---|
| Distinct (%) | 67.0% |
| Missing | 18 |
| Missing (%) | 7.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.83827751 |
|---|---|
| Minimum | 17.6 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 17.6 |
|---|---|
| 5-th percentile | 41.82 |
| Q1 | 70.6 |
| median | 92.5 |
| Q3 | 98 |
| 95-th percentile | 99.8 |
| Maximum | 100 |
| Range | 82.4 |
| Interquartile range (IQR) | 27.4 |
Descriptive statistics
| Standard deviation | 19.72217292 |
|---|---|
| Coefficient of variation (CV) | 0.2380804323 |
| Kurtosis | 0.3574175008 |
| Mean | 82.83827751 |
| Median Absolute Deviation (MAD) | 6.5 |
| Skewness | -1.217810211 |
| Sum | 17313.2 |
| Variance | 388.9641047 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 99 | 13 | 5.7% |
| 97 | 11 | 4.8% |
| 98 | 10 | 4.4% |
| 100 | 7 | 3.1% |
| 98.6 | 4 | 1.8% |
| 96 | 3 | 1.3% |
| 99.6 | 3 | 1.3% |
| 92.6 | 3 | 1.3% |
| 99.8 | 3 | 1.3% |
| 99.7 | 3 | 1.3% |
| Other values (130) | 149 | |
| (Missing) | 18 | 7.9% |
| Value | Count | Frequency (%) |
| 17.6 | 1 | |
| 26.6 | 1 | |
| 31.4 | 1 | |
| 35.9 | 1 | |
| 36 | 1 |
| Value | Count | Frequency (%) |
| 100 | 7 | |
| 99.9 | 2 | 0.9% |
| 99.8 | 3 | |
| 99.7 | 3 | |
| 99.6 | 3 |
| Distinct | 214 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 4 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 236.061435 |
|---|---|
| Minimum | 0.2 |
| Maximum | 1035.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 3.6 |
| Q1 | 37.8 |
| median | 176.2 |
| Q3 | 389.65 |
| 95-th percentile | 675.19 |
| Maximum | 1035.6 |
| Range | 1035.4 |
| Interquartile range (IQR) | 351.85 |
Descriptive statistics
| Standard deviation | 227.9918286 |
|---|---|
| Coefficient of variation (CV) | 0.9658156515 |
| Kurtosis | 0.417440623 |
| Mean | 236.061435 |
| Median Absolute Deviation (MAD) | 149.4 |
| Skewness | 1.016070565 |
| Sum | 52641.7 |
| Variance | 51980.27391 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 26.8 | 2 | 0.9% |
| 3.6 | 2 | 0.9% |
| 7.9 | 2 | 0.9% |
| 2.3 | 2 | 0.9% |
| 269.5 | 2 | 0.9% |
| 255.6 | 2 | 0.9% |
| 4 | 2 | 0.9% |
| 8.2 | 2 | 0.9% |
| 2.7 | 2 | 0.9% |
| 8.1 | 1 | 0.4% |
| Other values (204) | 204 | |
| (Missing) | 4 | 1.8% |
| Value | Count | Frequency (%) |
| 0.2 | 1 | |
| 1.3 | 1 | |
| 1.9 | 1 | |
| 2.3 | 2 | |
| 2.6 | 1 |
| Value | Count | Frequency (%) |
| 1035.6 | 1 | |
| 898 | 1 | |
| 877.7 | 1 | |
| 851.4 | 1 | |
| 842.4 | 1 |
| Distinct | 203 |
|---|---|
| Distinct (%) | 90.2% |
| Missing | 2 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.79711111 |
|---|---|
| Minimum | 0 |
| Maximum | 62.11 |
| Zeros | 9 |
| Zeros (%) | 4.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.084 |
| Q1 | 3.22 |
| median | 10.42 |
| Q3 | 20 |
| 95-th percentile | 40.436 |
| Maximum | 62.11 |
| Range | 62.11 |
| Interquartile range (IQR) | 16.78 |
Descriptive statistics
| Standard deviation | 13.04040213 |
|---|---|
| Coefficient of variation (CV) | 0.9451545342 |
| Kurtosis | 1.614714224 |
| Mean | 13.79711111 |
| Median Absolute Deviation (MAD) | 7.6 |
| Skewness | 1.334719211 |
| Sum | 3104.35 |
| Variance | 170.0520876 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9 | 4.0% |
| 20 | 3 | 1.3% |
| 10 | 2 | 0.9% |
| 2.87 | 2 | 0.9% |
| 23.28 | 2 | 0.9% |
| 2.22 | 2 | 0.9% |
| 1.64 | 2 | 0.9% |
| 13.6 | 2 | 0.9% |
| 2.67 | 2 | 0.9% |
| 16.67 | 2 | 0.9% |
| Other values (193) | 197 |
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 0.02 | 1 | 0.4% |
| 0.04 | 1 | 0.4% |
| 0.07 | 1 | 0.4% |
| 0.14 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 62.11 | 1 | |
| 56.21 | 1 | |
| 55.3 | 1 | |
| 54.4 | 1 | |
| 54.02 | 1 |
| Distinct | 162 |
|---|---|
| Distinct (%) | 72.0% |
| Missing | 2 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.564222222 |
|---|---|
| Minimum | 0 |
| Maximum | 50.68 |
| Zeros | 28 |
| Zeros (%) | 12.3% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.19 |
| median | 1.03 |
| Q3 | 4.44 |
| 95-th percentile | 19.794 |
| Maximum | 50.68 |
| Range | 50.68 |
| Interquartile range (IQR) | 4.25 |
Descriptive statistics
| Standard deviation | 8.361469745 |
|---|---|
| Coefficient of variation (CV) | 1.831959387 |
| Kurtosis | 12.18563338 |
| Mean | 4.564222222 |
| Median Absolute Deviation (MAD) | 1.03 |
| Skewness | 3.225224261 |
| Sum | 1026.95 |
| Variance | 69.91417629 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 28 | 12.3% |
| 0.03 | 5 | 2.2% |
| 0.19 | 4 | 1.8% |
| 0.4 | 4 | 1.8% |
| 0.01 | 4 | 1.8% |
| 0.14 | 3 | 1.3% |
| 2.96 | 3 | 1.3% |
| 0.24 | 2 | 0.9% |
| 0.97 | 2 | 0.9% |
| 0.05 | 2 | 0.9% |
| Other values (152) | 168 |
| Value | Count | Frequency (%) |
| 0 | 28 | |
| 0.01 | 4 | 1.8% |
| 0.02 | 2 | 0.9% |
| 0.03 | 5 | 2.2% |
| 0.04 | 2 | 0.9% |
| Value | Count | Frequency (%) |
| 50.68 | 1 | |
| 48.96 | 1 | |
| 45.71 | 1 | |
| 43.06 | 1 | |
| 38.89 | 1 |
Other (%)
Real number (ℝ≥0)
| Distinct | 209 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 2 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.63831111 |
|---|---|
| Minimum | 33.33 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 33.33 |
|---|---|
| 5-th percentile | 47.794 |
| Q1 | 71.65 |
| median | 85.7 |
| Q3 | 95.44 |
| 95-th percentile | 99.796 |
| Maximum | 100 |
| Range | 66.67 |
| Interquartile range (IQR) | 23.79 |
Descriptive statistics
| Standard deviation | 16.14083477 |
|---|---|
| Coefficient of variation (CV) | 0.1977115224 |
| Kurtosis | 0.2159729125 |
| Mean | 81.63831111 |
| Median Absolute Deviation (MAD) | 10.82 |
| Skewness | -0.956341406 |
| Sum | 18368.62 |
| Variance | 260.5265471 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 8 | 3.5% |
| 75 | 3 | 1.3% |
| 70 | 2 | 0.9% |
| 95.02 | 2 | 0.9% |
| 73.33 | 2 | 0.9% |
| 70.44 | 2 | 0.9% |
| 96.15 | 2 | 0.9% |
| 76.32 | 2 | 0.9% |
| 80 | 2 | 0.9% |
| 67.22 | 1 | 0.4% |
| Other values (199) | 199 | |
| (Missing) | 2 | 0.9% |
| Value | Count | Frequency (%) |
| 33.33 | 1 | |
| 33.91 | 1 | |
| 34.82 | 1 | |
| 40.81 | 1 | |
| 42.18 | 1 |
| Value | Count | Frequency (%) |
| 100 | 8 | |
| 99.98 | 1 | 0.4% |
| 99.96 | 1 | 0.4% |
| 99.93 | 1 | 0.4% |
| 99.81 | 1 | 0.4% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 22 |
| Missing (%) | 9.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.13902439 |
|---|---|
| Minimum | 1 |
| Maximum | 4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 4 |
| Range | 3 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.699396816 |
|---|---|
| Coefficient of variation (CV) | 0.3269700052 |
| Kurtosis | 0.09013288944 |
| Mean | 2.13902439 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.3502417606 |
| Sum | 438.5 |
| Variance | 0.4891559063 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 111 | |
| 3 | 48 | |
| 1 | 29 | 12.8% |
| 1.5 | 8 | 3.5% |
| 4 | 6 | 2.6% |
| 2.5 | 3 | 1.3% |
| (Missing) | 22 | 9.7% |
| Value | Count | Frequency (%) |
| 1 | 29 | 12.8% |
| 1.5 | 8 | 3.5% |
| 2 | 111 | |
| 2.5 | 3 | 1.3% |
| 3 | 48 |
| Value | Count | Frequency (%) |
| 4 | 6 | 2.6% |
| 3 | 48 | |
| 2.5 | 3 | 1.3% |
| 2 | 111 | |
| 1.5 | 8 | 3.5% |
| Distinct | 220 |
|---|---|
| Distinct (%) | 98.2% |
| Missing | 3 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.11473214 |
|---|---|
| Minimum | 7.29 |
| Maximum | 50.73 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 7.29 |
|---|---|
| 5-th percentile | 9.0455 |
| Q1 | 12.6725 |
| median | 18.79 |
| Q3 | 29.82 |
| 95-th percentile | 43.094 |
| Maximum | 50.73 |
| Range | 43.44 |
| Interquartile range (IQR) | 17.1475 |
Descriptive statistics
| Standard deviation | 11.1767157 |
|---|---|
| Coefficient of variation (CV) | 0.5053968382 |
| Kurtosis | -0.6106540877 |
| Mean | 22.11473214 |
| Median Absolute Deviation (MAD) | 7.75 |
| Skewness | 0.7079609905 |
| Sum | 4953.7 |
| Variance | 124.9189739 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 20.48 | 2 | 0.9% |
| 12.56 | 2 | 0.9% |
| 18.02 | 2 | 0.9% |
| 18.79 | 2 | 0.9% |
| 37.01 | 1 | 0.4% |
| 22.8 | 1 | 0.4% |
| 33.91 | 1 | 0.4% |
| 17.59 | 1 | 0.4% |
| 10.27 | 1 | 0.4% |
| 13.52 | 1 | 0.4% |
| Other values (210) | 210 | |
| (Missing) | 3 | 1.3% |
| Value | Count | Frequency (%) |
| 7.29 | 1 | |
| 8.25 | 1 | |
| 8.48 | 1 | |
| 8.71 | 1 | |
| 8.72 | 1 |
| Value | Count | Frequency (%) |
| 50.73 | 1 | |
| 49.82 | 1 | |
| 47.35 | 1 | |
| 46.6 | 1 | |
| 45.76 | 1 |
| Distinct | 201 |
|---|---|
| Distinct (%) | 90.1% |
| Missing | 4 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.241345291 |
|---|---|
| Minimum | 2.29 |
| Maximum | 29.74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 2.29 |
|---|---|
| 5-th percentile | 4.147 |
| Q1 | 5.91 |
| median | 7.84 |
| Q3 | 10.605 |
| 95-th percentile | 19.87 |
| Maximum | 29.74 |
| Range | 27.45 |
| Interquartile range (IQR) | 4.695 |
Descriptive statistics
| Standard deviation | 4.990026177 |
|---|---|
| Coefficient of variation (CV) | 0.5399675068 |
| Kurtosis | 3.186695962 |
| Mean | 9.241345291 |
| Median Absolute Deviation (MAD) | 2.29 |
| Skewness | 1.652541635 |
| Sum | 2060.82 |
| Variance | 24.90036125 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.37 | 2 | 0.9% |
| 6.29 | 2 | 0.9% |
| 5.58 | 2 | 0.9% |
| 3.92 | 2 | 0.9% |
| 5.28 | 2 | 0.9% |
| 9.83 | 2 | 0.9% |
| 9.05 | 2 | 0.9% |
| 6.52 | 2 | 0.9% |
| 7.84 | 2 | 0.9% |
| 8.26 | 2 | 0.9% |
| Other values (191) | 203 | |
| (Missing) | 4 | 1.8% |
| Value | Count | Frequency (%) |
| 2.29 | 1 | |
| 2.41 | 1 | |
| 2.58 | 1 | |
| 2.65 | 1 | |
| 3.27 | 1 |
| Value | Count | Frequency (%) |
| 29.74 | 1 | |
| 29.5 | 1 | |
| 28.71 | 1 | |
| 24.2 | 1 | |
| 23.1 | 1 |
| Distinct | 150 |
|---|---|
| Distinct (%) | 70.8% |
| Missing | 15 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1508443396 |
|---|---|
| Minimum | 0 |
| Maximum | 0.769 |
| Zeros | 1 |
| Zeros (%) | 0.4% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.03775 |
| median | 0.099 |
| Q3 | 0.221 |
| 95-th percentile | 0.4489 |
| Maximum | 0.769 |
| Range | 0.769 |
| Interquartile range (IQR) | 0.18325 |
Descriptive statistics
| Standard deviation | 0.1467979535 |
|---|---|
| Coefficient of variation (CV) | 0.9731750883 |
| Kurtosis | 1.884295315 |
| Mean | 0.1508443396 |
| Median Absolute Deviation (MAD) | 0.071 |
| Skewness | 1.418650218 |
| Sum | 31.979 |
| Variance | 0.02154963916 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01 | 8 | 3.5% |
| 0.04 | 6 | 2.6% |
| 0.03 | 5 | 2.2% |
| 0.06 | 4 | 1.8% |
| 0.018 | 4 | 1.8% |
| 0.05 | 3 | 1.3% |
| 0.07 | 3 | 1.3% |
| 0.054 | 3 | 1.3% |
| 0.033 | 3 | 1.3% |
| 0.038 | 3 | 1.3% |
| Other values (140) | 170 | |
| (Missing) | 15 | 6.6% |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.001 | 2 | |
| 0.002 | 1 | |
| 0.004 | 2 | |
| 0.005 | 2 |
| Value | Count | Frequency (%) |
| 0.769 | 1 | |
| 0.65 | 1 | |
| 0.62 | 1 | |
| 0.564 | 1 | |
| 0.55 | 2 |
| Distinct | 155 |
|---|---|
| Distinct (%) | 73.5% |
| Missing | 16 |
| Missing (%) | 7.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2827109005 |
|---|---|
| Minimum | 0.02 |
| Maximum | 0.906 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 0.02 |
|---|---|
| 5-th percentile | 0.0975 |
| Q1 | 0.193 |
| median | 0.272 |
| Q3 | 0.341 |
| 95-th percentile | 0.5655 |
| Maximum | 0.906 |
| Range | 0.886 |
| Interquartile range (IQR) | 0.148 |
Descriptive statistics
| Standard deviation | 0.1382722188 |
|---|---|
| Coefficient of variation (CV) | 0.4890940484 |
| Kurtosis | 2.336708083 |
| Mean | 0.2827109005 |
| Median Absolute Deviation (MAD) | 0.074 |
| Skewness | 1.099606632 |
| Sum | 59.652 |
| Variance | 0.0191192065 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.11 | 4 | 1.8% |
| 0.17 | 4 | 1.8% |
| 0.312 | 3 | 1.3% |
| 0.2 | 3 | 1.3% |
| 0.259 | 3 | 1.3% |
| 0.18 | 3 | 1.3% |
| 0.188 | 3 | 1.3% |
| 0.294 | 3 | 1.3% |
| 0.1 | 3 | 1.3% |
| 0.19 | 3 | 1.3% |
| Other values (145) | 179 | |
| (Missing) | 16 | 7.0% |
| Value | Count | Frequency (%) |
| 0.02 | 1 | |
| 0.032 | 1 | |
| 0.04 | 1 | |
| 0.054 | 1 | |
| 0.062 | 1 |
| Value | Count | Frequency (%) |
| 0.906 | 1 | |
| 0.801 | 1 | |
| 0.666 | 1 | |
| 0.658 | 1 | |
| 0.613 | 1 |
| Distinct | 167 |
|---|---|
| Distinct (%) | 78.8% |
| Missing | 15 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5652830189 |
|---|---|
| Minimum | 0.062 |
| Maximum | 0.954 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 0.062 |
|---|---|
| 5-th percentile | 0.26375 |
| Q1 | 0.42925 |
| median | 0.571 |
| Q3 | 0.6785 |
| 95-th percentile | 0.8345 |
| Maximum | 0.954 |
| Range | 0.892 |
| Interquartile range (IQR) | 0.24925 |
Descriptive statistics
| Standard deviation | 0.1658409993 |
|---|---|
| Coefficient of variation (CV) | 0.2933769347 |
| Kurtosis | -0.1869121633 |
| Mean | 0.5652830189 |
| Median Absolute Deviation (MAD) | 0.113 |
| Skewness | -0.1369389891 |
| Sum | 119.84 |
| Variance | 0.02750323706 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.684 | 5 | 2.2% |
| 0.55 | 4 | 1.8% |
| 0.62 | 4 | 1.8% |
| 0.579 | 3 | 1.3% |
| 0.549 | 3 | 1.3% |
| 0.603 | 3 | 1.3% |
| 0.46 | 3 | 1.3% |
| 0.665 | 2 | 0.9% |
| 0.643 | 2 | 0.9% |
| 0.403 | 2 | 0.9% |
| Other values (157) | 181 | |
| (Missing) | 15 | 6.6% |
| Value | Count | Frequency (%) |
| 0.062 | 1 | |
| 0.177 | 1 | |
| 0.197 | 1 | |
| 0.21 | 1 | |
| 0.244 | 1 |
| Value | Count | Frequency (%) |
| 0.954 | 1 | |
| 0.93 | 1 | |
| 0.927 | 1 | |
| 0.92 | 1 | |
| 0.906 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Country | Region | Population | Area (sq. mi.) | Pop. Density (per sq. mi.) | Coastline (coast/area ratio) | Net migration | Infant mortality (per 1000 births) | GDP ($ per capita) | Literacy (%) | Phones (per 1000) | Arable (%) | Crops (%) | Other (%) | Climate | Birthrate | Deathrate | Agriculture | Industry | Service | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | ASIA (EX. NEAR EAST) | 31056997 | 647500 | 48.0 | 0.00 | 23.06 | 163.07 | 700.0 | 36.0 | 3.2 | 12.13 | 0.22 | 87.65 | 1.0 | 46.60 | 20.34 | 0.380 | 0.240 | 0.380 |
| 1 | Albania | EASTERN EUROPE | 3581655 | 28748 | 124.6 | 1.26 | -4.93 | 21.52 | 4500.0 | 86.5 | 71.2 | 21.09 | 4.42 | 74.49 | 3.0 | 15.11 | 5.22 | 0.232 | 0.188 | 0.579 |
| 2 | Algeria | NORTHERN AFRICA | 32930091 | 2381740 | 13.8 | 0.04 | -0.39 | 31.00 | 6000.0 | 70.0 | 78.1 | 3.22 | 0.25 | 96.53 | 1.0 | 17.14 | 4.61 | 0.101 | 0.600 | 0.298 |
| 3 | American Samoa | OCEANIA | 57794 | 199 | 290.4 | 58.29 | -20.71 | 9.27 | 8000.0 | 97.0 | 259.5 | 10.00 | 15.00 | 75.00 | 2.0 | 22.46 | 3.27 | NaN | NaN | NaN |
| 4 | Andorra | WESTERN EUROPE | 71201 | 468 | 152.1 | 0.00 | 6.60 | 4.05 | 19000.0 | 100.0 | 497.2 | 2.22 | 0.00 | 97.78 | 3.0 | 8.71 | 6.25 | NaN | NaN | NaN |
| 5 | Angola | SUB-SAHARAN AFRICA | 12127071 | 1246700 | 9.7 | 0.13 | 0.00 | 191.19 | 1900.0 | 42.0 | 7.8 | 2.41 | 0.24 | 97.35 | NaN | 45.11 | 24.20 | 0.096 | 0.658 | 0.246 |
| 6 | Anguilla | LATIN AMER. & CARIB | 13477 | 102 | 132.1 | 59.80 | 10.76 | 21.03 | 8600.0 | 95.0 | 460.0 | 0.00 | 0.00 | 100.00 | 2.0 | 14.17 | 5.34 | 0.040 | 0.180 | 0.780 |
| 7 | Antigua & Barbuda | LATIN AMER. & CARIB | 69108 | 443 | 156.0 | 34.54 | -6.15 | 19.46 | 11000.0 | 89.0 | 549.9 | 18.18 | 4.55 | 77.27 | 2.0 | 16.93 | 5.37 | 0.038 | 0.220 | 0.743 |
| 8 | Argentina | LATIN AMER. & CARIB | 39921833 | 2766890 | 14.4 | 0.18 | 0.61 | 15.18 | 11200.0 | 97.1 | 220.4 | 12.31 | 0.48 | 87.21 | 3.0 | 16.73 | 7.55 | 0.095 | 0.358 | 0.547 |
| 9 | Armenia | C.W. OF IND. STATES | 2976372 | 29800 | 99.9 | 0.00 | -6.47 | 23.28 | 3500.0 | 98.6 | 195.7 | 17.55 | 2.30 | 80.15 | 4.0 | 12.07 | 8.23 | 0.239 | 0.343 | 0.418 |
Last rows
| Country | Region | Population | Area (sq. mi.) | Pop. Density (per sq. mi.) | Coastline (coast/area ratio) | Net migration | Infant mortality (per 1000 births) | GDP ($ per capita) | Literacy (%) | Phones (per 1000) | Arable (%) | Crops (%) | Other (%) | Climate | Birthrate | Deathrate | Agriculture | Industry | Service | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 217 | Vanuatu | OCEANIA | 208869 | 12200 | 17.1 | 20.72 | 0.00 | 55.16 | 2900.0 | 53.0 | 32.6 | 2.46 | 7.38 | 90.16 | 2.0 | 22.72 | 7.82 | 0.260 | 0.120 | 0.620 |
| 218 | Venezuela | LATIN AMER. & CARIB | 25730435 | 912050 | 28.2 | 0.31 | -0.04 | 22.20 | 4800.0 | 93.4 | 140.1 | 2.95 | 0.92 | 96.13 | 2.0 | 18.71 | 4.92 | 0.040 | 0.419 | 0.541 |
| 219 | Vietnam | ASIA (EX. NEAR EAST) | 84402966 | 329560 | 256.1 | 1.05 | -0.45 | 25.95 | 2500.0 | 90.3 | 187.7 | 19.97 | 5.95 | 74.08 | 2.0 | 16.86 | 6.22 | 0.209 | 0.410 | 0.381 |
| 220 | Virgin Islands | LATIN AMER. & CARIB | 108605 | 1910 | 56.9 | 9.84 | -8.94 | 8.03 | 17200.0 | NaN | 652.8 | 11.76 | 2.94 | 85.30 | 2.0 | 13.96 | 6.43 | 0.010 | 0.190 | 0.800 |
| 221 | Wallis and Futuna | OCEANIA | 16025 | 274 | 58.5 | 47.08 | NaN | NaN | 3700.0 | 50.0 | 118.6 | 5.00 | 25.00 | 70.00 | 2.0 | NaN | NaN | NaN | NaN | NaN |
| 222 | West Bank | NEAR EAST | 2460492 | 5860 | 419.9 | 0.00 | 2.98 | 19.62 | 800.0 | NaN | 145.2 | 16.90 | 18.97 | 64.13 | 3.0 | 31.67 | 3.92 | 0.090 | 0.280 | 0.630 |
| 223 | Western Sahara | NORTHERN AFRICA | 273008 | 266000 | 1.0 | 0.42 | NaN | NaN | NaN | NaN | NaN | 0.02 | 0.00 | 99.98 | 1.0 | NaN | NaN | NaN | NaN | 0.400 |
| 224 | Yemen | NEAR EAST | 21456188 | 527970 | 40.6 | 0.36 | 0.00 | 61.50 | 800.0 | 50.2 | 37.2 | 2.78 | 0.24 | 96.98 | 1.0 | 42.89 | 8.30 | 0.135 | 0.472 | 0.393 |
| 225 | Zambia | SUB-SAHARAN AFRICA | 11502010 | 752614 | 15.3 | 0.00 | 0.00 | 88.29 | 800.0 | 80.6 | 8.2 | 7.08 | 0.03 | 92.90 | 2.0 | 41.00 | 19.93 | 0.220 | 0.290 | 0.489 |
| 226 | Zimbabwe | SUB-SAHARAN AFRICA | 12236805 | 390580 | 31.3 | 0.00 | 0.00 | 67.69 | 1900.0 | 90.7 | 26.8 | 8.32 | 0.34 | 91.34 | 2.0 | 28.01 | 21.84 | 0.179 | 0.243 | 0.579 |